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Artificial Intelligence

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Artificial Intelligence

AI Machine Learning Expert Witnesses

Barr Group's expert witnesses in machine learning and AI advise attorneys in active litigation.  All of our experts in artificial intelligence and related technologies have hands-on experience creating machine learning algorithms.  Barr Group experts have testified in high-profile bench and jury trials.

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Intelligent Systems

Machine learning algorithms and artificially intelligent (AI) systems are an emerging value creator across a wide range industries, with practical applications ranging from medical diagnostics to high-speed trading. In today's data-driven world, intelligent systems have the power to transform businesses, but their proper implementation is crucial to avoid potentially costly errors. Barr Group's team of expert software engineers, computer engineers, and computer scientists is intimately familiar with machine learning technologies including:

  • Machine vision / image recognition
  • Speech and facial recognition
  • Deep learning neural networks
  • Transformer models (e.g., BERT and GPT-3 / LLM)
  • Natural language processing (NLP)
  • Computer vision and autonomous systems
  • Knowledge representation and reasoning (expert systems)
  • Probabilistic inference and dynamic Bayesian networks

Barr Group's experts are familiar with all of the specialized processing platforms used for high-performance machine learning, such as GPU (Graphics Processing Unit) chips from Nvidia and other manufacturers, along with programming languages like Python, Java, C++, R, Julia, and Scala.  And our electrical and computer engineering experts are just as comfortable reviewing electronic circuits and ASIC designs, including in the Verilog and VHDL languages. They are also well-versed in handling diverse training datasets and conducting in-depth data analysis for machine learning applications.

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Expert Witness Services

Barr Group's artificial intelligence experts support plaintiffs and defendants in litigation in U.S. District Courts and State Courts, at the International Trade Commission (ITC), and before the Patent Trial and Appeal Board (PTAB) as well as in arbitration. Our services include:

  • Technical assistance with drafting of discovery requests
  • Software source code review and analysis
  • Source code comparisons for copyright and trade secret theft
  • Analysis of electronics and related design documents
  • Prior art review for patent invalidity
  • Reverse engineering, including disassembly of binary code
  • Expert reports, declarations, and witness statements
  • Testimony at deposition, oral hearings, and trials

Our experience with artificial intelligence and machine learning algorithms is extensive and includes source code analysis and expert testimony in patent and trade secrets litigation.

Barr Group has a demonstrated ability to quickly activate one or more code reviewers to match the size, scope, and complexity of any project.

How can we help you today? >

The following is a representative subset of Barr Group's experts who have experience designing and/or testifying about these technologies:

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Machine Learning and Digital Advertising Expert Profile

Senior machine learning engineer and data scientist with 8 years of experience building and shipping production ML models at leading technology companies. Specializes in large-scale algorithmic optimization, bid threshold modeling for digital advertising platforms, recommendation systems, and growth optimization, with demonstrated ability to translate complex algorithms into production systems achieving measurable business impact at massive scale.

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Threat Intelligence and Security Orchestration Expert Profile

Security architect and senior technology executive with three decades of experience in the design and implementation of cybersecurity threat intelligence, threat defense systems, and security automation protocols. CISSP-certified with distinguished leadership as co-chair of critical security standards committees and recognized contributor to major industry consortia. Key specialties include extended detection and response (xDR) platform architecture, threat intelligence exchange standards, and security orchestration frameworks.

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Interactive Museum Exhibit Systems Expert Profile

Senior software architect and technologist with over 30 years of industry experience specializing in interactive multimedia systems, haptic feedback technology, and museum exhibit platform design. This expert has held senior technical leadership roles including CTO, Director of Development, and Lead System Architect across museum technology, eLearning, gaming, telecommunications, and healthcare sectors. Deep expertise in multimedia CMS platforms, interactive exhibit design, and haptic integration systems for both cultural institutions and Fortune 500 companies.

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Machine Learning and Data Science Expert Profile

Distinguished Professor of Computer Science and Engineering with over 35 years of expertise in machine learning algorithms, data science methodologies, and high-performance computing architectures. Areas of deep specialization include real-time optimization systems, intelligent transportation systems using advanced sensor fusion and video analytics, GPU accelerator computing, and scientific data compression techniques. This expert brings more than 350 publications and over 18,000 citations with recognition as a Fellow of IEEE, AAAS, and multiple other prestigious professional academies.

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Medical Imaging Software Architecture Expert Profile

Computer scientist with over two decades of experience architecting medical image computing systems and surgical planning software. This expert specializes in 3D image segmentation, image-guided interventions, and translational medical imaging software architecture. Their work has resulted in FDA-cleared systems used in thousands of clinical cases, open-source platforms downloaded hundreds of thousands of times, and multiple issued US patents in medical technology.

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Battery Management Systems and Energy Storage Expert Profile

Analytical chemist and expert in energy storage systems and battery management, this expert brings over 33 years of industrial R&D and technical operations experience. Core specialties include lithium-ion and lead-acid battery investigations, electrochemical analysis, thermal runaway events, and forensic failure analysis. As founder and president of an independent battery consulting firm specializing in expert witness services, they have progressed from laboratory research through senior technical leadership roles, authoring industry reference works and holding multiple U.S.

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Autonomous Cargo Drone Systems Expert Profile

Pioneer in autonomous cargo drone systems with over 40 years spanning foundational work in fintech systems, technology infrastructure, and large-scale transformations, this expert has spearheaded creation of the autonomous freight industry. Brings deep expertise in AI/machine learning, cloud microservices architecture, and autonomous systems design, combined with proven regulatory mastery in emerging aviation technologies.

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Computer Vision and Visual Tracking Expert Profile

Research Professor of Electrical and Computer Engineering with over 25 years of combined academic and industrial experience in computer vision and visual tracking systems. Directs a federally-funded research center and leads research in automated detection systems, multi-camera tracking networks, machine learning applications for surveillance and transportation. Recognized expert in visual tracking algorithms, image analysis, and software engineering practices.

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Intelligent Transportation Systems Expert Profile

Professor of Computer Science with deep expertise in intelligent transportation systems, vehicle-to-infrastructure communications, and autonomous vehicle technologies. Over 15 years of academic leadership, this expert serves as Editor-in-Chief of leading IEEE and ACM publications, has published 30+ peer-reviewed journal and conference articles with a patent in intelligent transportation systems, and has been retained in over 50 expert cases spanning patents, trade secrets, and software disputes in automotive and technology sectors.

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Open RAN and 5G Networks Expert Profile

Professor of electrical and computer engineering and a recognized leading authority on programmable, software-defined, and AI-driven cellular networks and wireless systems. This expert specializes in Open Radio Access Network (O-RAN) architectures, 5G/6G network optimization, network slicing, and experimental wireless systems design. IEEE Fellow, ACM Distinguished Member, and Fellow of the National Academy of Inventors with over 300 peer-reviewed publications, 25,000+ citations (h-index 65), and more than 30 granted U.S. patents in wireless technologies and network optimization.

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Fiber Optic Telecommunications Expert Profile

Licensed electrical engineer with over 20 years of specialized expertise in fiber optic communications, connector design, and optical telecommunications systems. Expert in Optical Beat Interference mitigation, polarization diversity optimization in fiber-to-the-x networks, and advanced manufacturing processes. Holds advanced degrees in electrical engineering and business administration with significant global leadership in manufacturing quality and design for manufacturability.

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Big Data Systems and Machine Learning Expert Profile

Data scientist and machine learning systems architect with over two decades of experience in large-scale distributed computing and open-source data-intensive software architectures. Leading authority on Apache open-source projects, neural network architectures, and big data management. Pioneering expertise in content analysis frameworks and information retrieval systems widely adopted across government, industry, and research institutions.

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GPU Collision Detection and Robotics Expert Profile

Professor of computer science with over 30 years of academic and research experience in GPU-based parallel algorithms, collision detection, and real-time simulation across computer graphics, robotics, and computational geometry. This expert is among the most prolific researchers in these areas, having authored over 800 peer-reviewed papers, won 22 best paper and test-of-time awards, holds 17 patents licensed worldwide, supervised 53+ PhD dissertations, and serves as a Fellow of ACM, AAAS, AAAI, IEEE, and the National Academy of Inventors.

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Machine Learning and Embedded Systems Expert Profile

Senior director with three decades of experience in semiconductor design, embedded systems, and artificial intelligence technologies. Key expertise spans processor architecture, embedded machine learning deployment, and flash memory architecture/solid-state storage design. Founded and led major industry standards organizations for processor benchmarking and multicore development, serving numerous semiconductor and systems companies across data centers, networking, autonomous driving, and IoT applications.

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Casino Gaming Mathematics Expert Profile

Senior mathematics expert with 15+ years of specialized experience in casino gaming systems, probability modeling, and game structure design. With advanced expertise in slot machine mathematics, volatility analysis, and game simulation modeling, this expert has delivered probability analysis and mathematical verification for over 100 casino games spanning slots, blackjack, baccarat, roulette, and other table games. Combines deep technical knowledge of random number generation and regulatory compliance with demonstrated proficiency in Excel VBA, C++, and Java programming.

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Virtual Agent and Chat Support Systems Expert Profile

Senior software architect with over three decades of enterprise software development and architectural leadership, specializing in virtual agent architectures, chatbot support systems, and knowledge management platforms for large-scale IT environments. This expert has founded three successful software ventures focused on enterprise automation and knowledge management, all subsequently acquired by major firms.

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Deep Learning and Visual Compression Expert Profile

An Emerita Professor of Electrical Engineering with 30+ years of experience pioneering deep learning-based visual compression, image quality assessment, and perceptual signal processing. This expert is a recognized fellow in a leading engineering society and has established extensive expertise in AI/ML, computer vision, and digital image processing. Having authored 180+ peer-reviewed publications, contributed to 8 U.S. patents, and provided expert testimony in 25+ patent litigation cases, this expert commands recognized authority in high-stakes technology disputes.

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Speech Recognition and Dialogue Systems Expert Profile

This expert is a speech recognition architect and natural language processing specialist with nearly 20 years of experience developing dialogue systems and hybrid client-server speech recognition platforms deployed across automotive and consumer electronics manufacturers. Specialized expertise spans embedded deep learning, real-time audio signal processing, edge AI deployment, emotionally expressive text-to-speech synthesis, and machine learning workflow automation. Holds two U.S.

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Semiconductor Architecture and Microprocessor Design Expert Profile

Professor of the Practice in electrical and computer engineering with over 25 years of senior technical leadership in semiconductor design and microprocessor architecture. This expert has led the design of next-generation multi-core processors and developed novel RISC-V instruction set extensions, with particular strengths in FPGA systems, AI accelerators, neuromorphic computing, and hardware security. Currently co-leading an advanced computer architecture research laboratory. Author of 70+ U.S. patents demonstrating thought leadership in chip design and processor innovation.

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Gaming Mathematics and Payout Systems Expert Profile

Senior Quant Developer and Game Mathematician with specialized expertise in designing slot games, optimizing payout models, and implementing game logic within backend server architectures. This expert combines mathematical rigor with practical Java-based software engineering to develop fairness-compliant gaming systems.

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Network Security and Internet Measurement Expert Profile

A network security and Internet measurement expert with over two decades of experience, this expert holds a senior faculty position directing technology policy research at a major research university. Core specializations include Internet censorship measurement, software-defined networking, broadband access network analysis, and network protocol design.

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Cloud Data Infrastructure Expert Profile

Expert in large-scale distributed SQL query engine architecture, petabyte-scale data warehousing, and cloud analytics infrastructure. With 17+ years of hands-on experience designing and leading teams that build real-time, high-throughput data platforms, this expert brings deep expertise in distributed query execution, columnar storage systems, and analytics infrastructure at web scale. An early engineer and team lead on foundational distributed query engine technology, with a decade advancing query execution, federated systems, and enterprise data warehousing.

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Machine Learning and Digital Advertising Expert Profile

Senior machine learning engineer with over eight years of experience designing and optimizing revenue-generating ML systems at major technology platforms, specializing in advertising auction optimization and ad ranking engine design. This expert brings deep technical expertise in graph neural networks, semantic search systems, conversational AI agents, and ML infrastructure architecture at scale. Also highly experienced in feature engineering and complex algorithmic systems serving large user bases.

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Speech Recognition and Natural Language Processing Expert Profile

Professor of computer science with over three decades of expertise in speech recognition, natural language processing, and artificial intelligence. This expert has pioneered significant technologies in speech synthesis, dialogue systems, and conversational AI applications, combining deep academic leadership with entrepreneurial achievement and extensive litigation experience.

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Social Media Misinformation Detection Expert Profile

Assistant Professor of information studies with 15+ years of research experience in social media misinformation detection, online political communication analysis, and information quality assessment across digital platforms. This expert specializes in machine learning-driven content moderation, cross-platform information operations analysis, and computational detection methods for identifying online disinformation.

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AI Infrastructure and Networking Expert Profile

Product Strategy Director and expert in AI networking infrastructure with more than 15 years of specialized experience in semiconductor design and data center architecture. This expert is a recognized authority on high-performance computing solutions, distributed systems, and ecosystem positioning within the semiconductor industry. Their technical expertise spans Infrastructure Processing Units, smart NICs, advanced fabric interconnects, silicon photonics, and competitive analysis.

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Biometric Presentation Attack Detection and Face Recognition Expert Profile

Computer scientist and distinguished expert in biometric presentation attack detection and unconstrained face recognition systems, with over 15 years of leadership experience in U.S. national security and technology sectors. Key specialties include computer vision, 3D biometrics, iris recognition, facial feature analysis, and AI/ML systems for biometric authentication and spoofing detection. Holds a Ph.D. in Computer Science with demonstrated expertise in translating complex technical systems for legal audiences.

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Distributed Database Systems and Storage Expert Profile

Database systems engineer with over three decades of experience designing and scaling distributed database and storage infrastructure. This expert specializes in heterogeneous database interoperability, distributed query optimization, and consistency modeling across complex systems, with deep expertise in kernel-level software architecture and content-addressable storage design. Pioneered foundational technologies in immutable data structures and cloud-scale distributed storage.

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Ultra-Wideband Signal Processing and SIGINT Expert Profile

Senior engineer and signal processing specialist with over three decades of experience designing and implementing advanced DSP systems spanning defense, telecommunications, and specialized consulting. Expert in superconducting ultra-wideband ADC systems, real-time SIGINT/ELINT signal exploitation, RF direction finding, and reverse engineering of embedded signal processing platforms.

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Data Warehousing and Business Intelligence Expert Profile

Data analytics and business intelligence leader with 18 years of experience building enterprise analytics platforms and leading data science teams. Expert in modern cloud-based data transformation and data warehousing technologies, legacy analytical platforms, and statistical analysis methodologies. Specialized expertise spans SQL databases, machine learning risk assessment models, cloud computing architecture, and data visualization systems.

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3D Graphics and Procedural Modeling Expert Profile

Associate Professor of Computer Science with over two decades of experience specializing in urban visual computing, inverse procedural modeling, and generative deep learning for 3D reconstruction and synthesis. This expert brings deep expertise across computer graphics, computer vision, and artificial intelligence, pioneering innovative methods for automated 3D city modeling and image-based rendering. Strong credentials include 170+ peer-reviewed publications in flagship venues like ACM SIGGRAPH and IEEE CVPR, and 8 U.S. patents in computer graphics and image processing.

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Data Privacy and GDPR Compliance Expert Profile

Information Systems Professor and expert in privacy decision-making, behavioral economics of privacy regulation, and GDPR compliance impacts, with over 15 years of experience spanning academia and government analysis. Specialized expertise includes information systems architecture for privacy protection, cybersecurity vulnerability prediction and prioritization, healthcare IT systems design, and behavioral framing effects in privacy choice architecture.

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Video Compression Standards Expert Profile

Professor with unique expertise in JPEG image and MPEG video standards who conducts research in computer vision, pattern recognition, and machine learning.
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Smart Grid Technologies Expert Profile

Computer engineering professor and expert in renewable energy and smart grid technologies with twenty-five years of experience in industry and academia.
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Communication Theory and DSP Expert Profile

Professor of communications theory and signal processing with twenty-five years experience applying these to innovate in a range of industries.
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Automated Surveillance Systems Expert Profile

Computer systems expert with twenty five years experience including in video streaming/coding/processing and the design of AI-enhanced automated video security systems.
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Data Center and Cloud Storage Expert Profile

Computer science professor with industry experience in system administration as well as data centers and cloud storage and a range of other technologies.
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LLM Generative A.I. and Chatbot Expert Profile

Artificial intelligence expert specializing in chatbot design and development, GPT and LangChain, speech recognition, and natural language processing (NLP).
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Physical Layer Communications Expert Profile

Consultant with two decades of experience in wireless protocols and standards, including all generations of the IEEE 802.11 “WiFi” and GSM cellular standards.
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Computer Vision and Perception Expert Profile

Professor of mechanical and aerospace engineering with expertise in sensor fusion and computer perception for autonomous systems, including self-driving cars.
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Industrial Automation Robots Expert Profile

Professor of mechanical and computer engineering with two decades of industry and academic experience in automation, mechatronic, and robotic system design.
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Augmented Reality Wearables Expert Profile

Computer scientist who has spent twenty five years consulting at the leading edge of wearable augmented reality systems.
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Spread Spectrum Communications Expert Profile

Consulting electrical engineer with thirty-five years of experience in cellular standards including GSM, UMTS, and LTE and other wireless communication protocols.
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Computer Music and Multimedia Expert Profile

Software developer and professor with extensive experience designing/developing/deploying advanced multimedia on platforms including handheld devices.
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Electronic Warfare and SIGINT Expert Profile

Professor of electrical and computer engineering who consults and specializes in secure waveform design, electronic warfare, and satellite communications.
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Semiconductor Fabrication Expert Profile

Consultant with over two decades of experience in semiconductor design and testing, including foundry process evaluation and selection.
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E-Commerce Payment Security Expert Profile

Professor of computer science and consultant with full-stack expertise in database-backed websites and mobile apps, payment system integration, and security.
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Optical Engineer and Telematics Expert Profile

Electrical and optical engineer with demonstrated experience leading global, cross-functional engineering teams in the automotive and other industries.
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Image and Facial Recognition Expert Profile

Professor and consultant with thirty years of experience in computer vision and image and video processing as well as color engineering and control systems for print engines.
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Cluster & Supercomputing Expert Profile

Professor of computer science and applied mathematics with expertise in cloud computing architectures for data-intensive and artificial intelligence applications.
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Deep Learning & A.I. Systems Expert Profile

Former professor with twenty five years of experience in machine learning for speech recognition and computer vision as well as in data centers and blockchain.
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Speech & Voice Recognition Expert Profile

Professor of computer science with two decades of experience at the forefront of the analysis and processing of electronic documents and speech / voice.
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Haptic Input & Virtual Reality Expert Profile

Engineering professor with decades of experience in virtual reality (VR), streaming multimedia, computer vision, artificial intelligence (AI), and robotics.
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Electronic Voting Machine Expert Profile

Distinguished professor of computer science with expertise in electronic voting, artificial intelligence, digital libraries, and electronic payment and e-commerce systems.

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Energy Storage and Transfer Expert Profile

Professor of electrical and computer engineering with over twenty-five years of experience in materials science, systems engineering and design of microelectronics.
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(866) 653-6233

High-Performance Computing Expert Profile

Professor of electrical and computer engineering and expert in architectural paradigms and technologies for high-performance computing and distributed computing.
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Autonomous Robot Navigation Expert Profile

Professor and robotics lab director specialized on civilian and military navigation technologies for GPS-deprived scenarios including indoor and underground.
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Cybersecurity & Cyber-Warfare Expert Profile

Prolific author of books and papers on cybersecurity, cyberwarfare, and digital forensics, as well as cryptography and other forms of applied mathematics.

Expert S160B
Image and Facial Recognition Expert
Professor and consultant with thirty years of experience in computer vision and image and video processing as well as color engineering and control systems for print engines.
Link to Profile Page
Expert S163T
Energy Storage and Transfer Expert
Professor of electrical and computer engineering with over twenty-five years of experience in materials science, systems engineering and design of microelectronics.
Link to Profile Page
Expert D655N
Speech & Voice Recognition Expert
Professor of computer science with two decades of experience at the forefront of the analysis and processing of electronic documents and speech / voice.
Link to Profile Page
Expert K400L
High-Performance Computing Expert
Professor of electrical and computer engineering and expert in architectural paradigms and technologies for high-performance computing and distributed computing.
Link to Profile Page
Expert T100F
Cluster & Supercomputing Expert
Professor of computer science and applied mathematics with expertise in cloud computing architectures for data-intensive and artificial intelligence applications.
Link to Profile Page
Expert R150N
Video Compression Standards Expert
Professor with unique expertise in JPEG image and MPEG video standards who conducts research in computer vision, pattern recognition, and machine learning.
Link to Profile Page
Expert W536S
Deep Learning & A.I. Systems Expert
Former professor with twenty five years of experience in machine learning for speech recognition and computer vision as well as in data centers and blockchain.
Link to Profile Page
Expert P100P
Computer Music and Multimedia Expert
Software developer and professor with extensive experience designing/developing/deploying advanced multimedia on platforms including handheld devices.
Link to Profile Page
Expert S520S
Electronic Voting Machine Expert

Distinguished professor of computer science with expertise in electronic voting, artificial intelligence, digital libraries, and electronic payment and e-commerce systems.

Link to Profile Page
Expert Y210B
Smart Grid Technologies Expert
Computer engineering professor and expert in renewable energy and smart grid technologies with twenty-five years of experience in industry and academia.
Link to Profile Page

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Expert Services

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